Security teams do not lack vulnerability reports. They lack a dependable way to turn a proven risk into a verified fix, especially when more application code is written by AI assistants that optimize for working features, not attested security.
This paper describes a customer-facing auto-remediation process. RidgeGen finds and validates exploitable risk on the running application. Google CodeMender generates a targeted source patch from that evidence. RidgeGen
re-attacks the patched system to confirm the hole is closed. Security and engineering share one find → fix → re-verify loop instead of another ticket queue.